{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example of Comparing All Implemented Outlier Detection Models\n",
    "\n",
    "**[PyOD](https://github.com/yzhao062/pyod)** is a comprehensive **Python toolkit** to **identify outlying objects** in \n",
    "multivariate data with both unsupervised and supervised approaches.\n",
    "The model covered in this example includes:\n",
    "\n",
    "  1. Linear Models for Outlier Detection:\n",
    "     1. **PCA: Principal Component Analysis** use the sum of\n",
    "       weighted projected distances to the eigenvector hyperplane \n",
    "       as the outlier outlier scores)\n",
    "     2. **MCD: Minimum Covariance Determinant** (use the mahalanobis distances \n",
    "       as the outlier scores)\n",
    "     3. **OCSVM: One-Class Support Vector Machines**\n",
    "     \n",
    "  2. Proximity-Based Outlier Detection Models:\n",
    "     1. **LOF: Local Outlier Factor**\n",
    "     2. **CBLOF: Clustering-Based Local Outlier Factor**\n",
    "     3. **kNN: k Nearest Neighbors** (use the distance to the kth nearest \n",
    "     neighbor as the outlier score)\n",
    "     4. **Median kNN** Outlier Detection (use the median distance to k nearest \n",
    "     neighbors as the outlier score)\n",
    "     5. **HBOS: Histogram-based Outlier Score**\n",
    "     \n",
    "  3. Probabilistic Models for Outlier Detection:\n",
    "     1. **ABOD: Angle-Based Outlier Detection**\n",
    "  \n",
    "  4. Outlier Ensembles and Combination Frameworks\n",
    "     1. **Isolation Forest**\n",
    "     2. **Feature Bagging**\n",
    "     3. **LSCP**\n",
    "     \n",
    "Corresponding file could be found at /examples/compare_all_models.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "import os\n",
    "import sys\n",
    "from time import time\n",
    "\n",
    "# temporary solution for relative imports in case pyod is not installed\n",
    "# if pyod is installed, no need to use the following line\n",
    "sys.path.append(\n",
    "    os.path.abspath(os.path.join(os.path.dirname(\"__file__\"), '..')))\n",
    "\n",
    "import numpy as np\n",
    "from numpy import percentile\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager\n",
    "\n",
    "# Import all models\n",
    "from pyod.models.abod import ABOD\n",
    "from pyod.models.cblof import CBLOF\n",
    "from pyod.models.feature_bagging import FeatureBagging\n",
    "from pyod.models.hbos import HBOS\n",
    "from pyod.models.iforest import IForest\n",
    "from pyod.models.knn import KNN\n",
    "from pyod.models.lof import LOF\n",
    "from pyod.models.mcd import MCD\n",
    "from pyod.models.ocsvm import OCSVM\n",
    "from pyod.models.pca import PCA\n",
    "from pyod.models.lscp import LSCP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Define the number of inliers and outliers\n",
    "n_samples = 200\n",
    "outliers_fraction = 0.25\n",
    "clusters_separation = [0]\n",
    "\n",
    "# Compare given detectors under given settings\n",
    "# Initialize the data\n",
    "xx, yy = np.meshgrid(np.linspace(-7, 7, 100), np.linspace(-7, 7, 100))\n",
    "n_inliers = int((1. - outliers_fraction) * n_samples)\n",
    "n_outliers = int(outliers_fraction * n_samples)\n",
    "ground_truth = np.zeros(n_samples, dtype=int)\n",
    "ground_truth[-n_outliers:] = 1\n",
    "\n",
    "# initialize a set of detectors for LSCP\n",
    "detector_list = [LOF(n_neighbors=5), LOF(n_neighbors=10), LOF(n_neighbors=15),\n",
    "                 LOF(n_neighbors=20), LOF(n_neighbors=25), LOF(n_neighbors=30),\n",
    "                 LOF(n_neighbors=35), LOF(n_neighbors=40), LOF(n_neighbors=45),\n",
    "                 LOF(n_neighbors=50)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of inliers: 150\n",
      "Number of outliers: 50\n",
      "Ground truth shape is (200,). Outlier are 1 and inliers are 0.\n",
      "\n",
      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "# Show the statics of the data\n",
    "print('Number of inliers: %i' % n_inliers)\n",
    "print('Number of outliers: %i' % n_outliers)\n",
    "print('Ground truth shape is {shape}. Outlier are 1 and inliers are 0.\\n'.format(shape=ground_truth.shape))\n",
    "print(ground_truth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "random_state = np.random.RandomState(42)\n",
    "# Define nine outlier detection tools to be compared\n",
    "classifiers = {\n",
    "    'Angle-based Outlier Detector (ABOD)':\n",
    "        ABOD(contamination=outliers_fraction),\n",
    "    'Cluster-based Local Outlier Factor (CBLOF)':\n",
    "        CBLOF(contamination=outliers_fraction,\n",
    "              check_estimator=False, random_state=random_state),\n",
    "    'Feature Bagging':\n",
    "        FeatureBagging(LOF(n_neighbors=35),\n",
    "                       contamination=outliers_fraction,\n",
    "                       random_state=random_state),\n",
    "    'Histogram-base Outlier Detection (HBOS)': HBOS(\n",
    "        contamination=outliers_fraction),\n",
    "    'Isolation Forest': IForest(contamination=outliers_fraction,\n",
    "                                random_state=random_state),\n",
    "    'K Nearest Neighbors (KNN)': KNN(\n",
    "        contamination=outliers_fraction),\n",
    "    'Average KNN': KNN(method='mean',\n",
    "                       contamination=outliers_fraction),\n",
    "    'Local Outlier Factor (LOF)':\n",
    "        LOF(n_neighbors=35, contamination=outliers_fraction),\n",
    "    'Minimum Covariance Determinant (MCD)': MCD(\n",
    "        contamination=outliers_fraction, random_state=random_state),\n",
    "    'One-class SVM (OCSVM)': OCSVM(contamination=outliers_fraction),\n",
    "    'Principal Component Analysis (PCA)': PCA(\n",
    "        contamination=outliers_fraction, random_state=random_state),\n",
    "    'Locally Selective Combination (LSCP)': LSCP(\n",
    "        detector_list, contamination=outliers_fraction,\n",
    "        random_state=random_state)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model 1 Angle-based Outlier Detector (ABOD)\n",
      "Model 2 Cluster-based Local Outlier Factor (CBLOF)\n",
      "Model 3 Feature Bagging\n",
      "Model 4 Histogram-base Outlier Detection (HBOS)\n",
      "Model 5 Isolation Forest\n",
      "Model 6 K Nearest Neighbors (KNN)\n",
      "Model 7 Average KNN\n",
      "Model 8 Local Outlier Factor (LOF)\n",
      "Model 9 Minimum Covariance Determinant (MCD)\n",
      "Model 10 One-class SVM (OCSVM)\n",
      "Model 11 Principal Component Analysis (PCA)\n",
      "Model 12 Locally Selective Combination (LSCP)\n"
     ]
    }
   ],
   "source": [
    "# Show all detectors\n",
    "for i, clf in enumerate(classifiers.keys()):\n",
    "    print('Model', i + 1, clf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 fitting Angle-based Outlier Detector (ABOD)\n",
      "2 fitting Cluster-based Local Outlier Factor (CBLOF)\n",
      "3 fitting Feature Bagging\n",
      "4 fitting Histogram-base Outlier Detection (HBOS)\n",
      "5 fitting Isolation Forest\n",
      "6 fitting K Nearest Neighbors (KNN)\n",
      "7 fitting Average KNN\n",
      "8 fitting Local Outlier Factor (LOF)\n",
      "9 fitting Minimum Covariance Determinant (MCD)\n",
      "10 fitting One-class SVM (OCSVM)\n",
      "11 fitting Principal Component Analysis (PCA)\n",
      "12 fitting Locally Selective Combination (LSCP)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fit the models with the generated data and \n",
    "# compare model performances\n",
    "for i, offset in enumerate(clusters_separation):\n",
    "    np.random.seed(42)\n",
    "    # Data generation\n",
    "    X1 = 0.3 * np.random.randn(n_inliers // 2, 2) - offset\n",
    "    X2 = 0.3 * np.random.randn(n_inliers // 2, 2) + offset\n",
    "    X = np.r_[X1, X2]\n",
    "    # Add outliers\n",
    "    X = np.r_[X, np.random.uniform(low=-6, high=6, size=(n_outliers, 2))]\n",
    "\n",
    "    # Fit the model\n",
    "    plt.figure(figsize=(15, 12))\n",
    "    for i, (clf_name, clf) in enumerate(classifiers.items()):\n",
    "        print(i + 1, 'fitting', clf_name)\n",
    "        # fit the data and tag outliers\n",
    "        clf.fit(X)\n",
    "        scores_pred = clf.decision_function(X) * -1\n",
    "        y_pred = clf.predict(X)\n",
    "        threshold = percentile(scores_pred, 100 * outliers_fraction)\n",
    "        n_errors = (y_pred != ground_truth).sum()\n",
    "        # plot the levels lines and the points\n",
    "\n",
    "        Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) * -1\n",
    "        Z = Z.reshape(xx.shape)\n",
    "        subplot = plt.subplot(3, 4, i + 1)\n",
    "        subplot.contourf(xx, yy, Z, levels=np.linspace(Z.min(), threshold, 7),\n",
    "                         cmap=plt.cm.Blues_r)\n",
    "        a = subplot.contour(xx, yy, Z, levels=[threshold],\n",
    "                            linewidths=2, colors='red')\n",
    "        subplot.contourf(xx, yy, Z, levels=[threshold, Z.max()],\n",
    "                         colors='orange')\n",
    "        b = subplot.scatter(X[:-n_outliers, 0], X[:-n_outliers, 1], c='white',\n",
    "                            s=20, edgecolor='k')\n",
    "        c = subplot.scatter(X[-n_outliers:, 0], X[-n_outliers:, 1], c='black',\n",
    "                            s=20, edgecolor='k')\n",
    "        subplot.axis('tight')\n",
    "        subplot.legend(\n",
    "            [a.collections[0], b, c],\n",
    "            ['learned decision function', 'true inliers', 'true outliers'],\n",
    "            prop=matplotlib.font_manager.FontProperties(size=10),\n",
    "            loc='lower right')\n",
    "        subplot.set_xlabel(\"%d. %s (errors: %d)\" % (i + 1, clf_name, n_errors))\n",
    "        subplot.set_xlim((-7, 7))\n",
    "        subplot.set_ylim((-7, 7))\n",
    "    plt.subplots_adjust(0.04, 0.1, 0.96, 0.94, 0.1, 0.26)\n",
    "    plt.suptitle(\"Outlier detection\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
